R-Project Test
Nadja Herrmann
16 10 2021
2 Notwendige Pakete laden
library(tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v ggplot2 3.3.5 v purrr 0.3.4
## v tibble 3.1.4 v dplyr 1.0.7
## v tidyr 1.1.3 v stringr 1.4.0
## v readr 2.0.1 v forcats 0.5.1## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(ggplot2)3 Konzept
4 Datenbeschaffung und Beschreibung
Für das Projekt werden zwei Datensätze aus unterschiedlichen Datenquellen herangezogen. Im folgenden Abschnitt werden diese Datensätze und ihre Eigenschaften genauer beschrieben.
4.1 Mobilitätsdaten (Datensatz 1)
Google liefert mit dem Datensatz „Mobilitätsbericht“ Informationen dazu, was sich durch die Regelungen zur Bekämpfung der Coronakrise hinsichtlich dem Mobilitätsaufkommen geändert hat. In den Mobilitätsberichten werden Bewegungstrends nach Region (Bundesland) für verschiedene Kategorien dargestellt. Sie zeigen Änderungen für jede Kategorie in einer Region auf. Es wird die Mobilität am Tag des Berichts mit der des Referenztags verglichen und die Veränderung wird in Prozent aufgezeigt. Ein Referenztag repräsentiert einen normalen Wert für den entsprechenden Wochentag. Der Referenztag ist der Medianwert der fünf Wochen vom 3. Januar bis 6. Februar 2020. Alle Mobilitätsberichte sind nach Orten aufgeschlüsselt und zeigen, wie sich die Zahl der Besuche an Orten wie zum Beispiel Lebensmittelgeschäften und Parks verändert hat. Die Daten von Google stehen unter dem folgenden Link zur Verfügung.
4.1.1 Beschreibung der Variablen
| Variable | Beschreibung |
|---|---|
| Country region code | ISO Code |
| Country region | Land |
| sub_region_1 | Bundesland |
| sub_region_2 | Bundesland Zusatz |
| metro_area | Keine Einträge |
| iso_3166_2_code | Keine Einträge |
| census_fips_code | Keine Einträge |
| place_id | tbd |
| date | Datum |
| retail_and_recreation | Einzelhandel und Erholung |
| grocery_and_pharmacy | Lebensmittel und Apotheken |
| parks | Park (z.B.: Öffentlicher Park, Schloss, |
| Waldgebiete, Camping, Aussichtsplattformen) | |
| transit_stations | Transitstationen |
| workplaces | Arbeitsstätten |
| residential | Haus und Wohnungen |
4.2 Impfdaten (Datensatz 2)
Die COVID-19-Impfung kann einen Wendepunkt in der Kontrolle der COVID-19-Pandemie darstellen und erfährt daher hohes Maß an öffentlicher Aufmerksamkeit. Einführung und Umsetzung der COVID-19-Impfung gehen mit besonderen Herausforderungen einher, die bei der Impfdatenerfassung zu berücksichtigen sind.
In diesem Kontext ist es Ziel des Projekts “Digitales Impfquoten-Monitoring” (DIM), tagesaktuell und bundesweit die Impfquote zu erfassen und folgend aufbereitet darzustellen. Die Daten stehen unter dem folgenden Link zur Verfügung.
4.2.1 Beschreibung der Variablen
| Variable | Beschreibung |
|---|---|
| Test | Test |
| col 2 is | centered |
| zebra stripes | are neat |
4.3 Bundesland_ID (Anreicherung der Daten)
4.3.1 Beschreibung der Variablen
| Variable | Beschreibung |
|---|---|
| Test | Test |
| col 2 is | centered |
| zebra stripes | are neat |
5 Daten importieren
5.1 Mobilitätsdaten
Mobility_report <- read.csv("../Website/Daten_Input/Global_Mobility_Report.csv")5.2 Impfdaten
Vaccine_report <- read.csv("../Website/Daten_Input/Aktuell_Deutschland_Bundeslaender_COVID-19-Impfungen.csv")
#Vaccine_report5.3 Bundesland_ID
ID <- read.csv("../Website/Daten_Input/Bundesland.csv", sep = ";")Vaccine <- read.csv("../Website/Daten_Input/germany_vaccinations_by_state.tsv", sep = '\t', header = TRUE)
#VaccineVaccine_Zeitreihe <- read.csv("../Website/Daten_Input/germany_vaccinations_timeseries_v2.tsv", sep = '\t', header = TRUE)
#Vaccine_Zeitreihe6 Datenexploration
6.1 Mobility_report
glimpse(Mobility_report)## Rows: 7,341,293
## Columns: 15
## $ country_region_code <chr> "AE", "AE", "AE", "~
## $ country_region <chr> "United Arab Emirat~
## $ sub_region_1 <chr> "", "", "", "", "",~
## $ sub_region_2 <chr> "", "", "", "", "",~
## $ metro_area <chr> "", "", "", "", "",~
## $ iso_3166_2_code <chr> "", "", "", "", "",~
## $ census_fips_code <int> NA, NA, NA, NA, NA,~
## $ place_id <chr> "ChIJvRKrsd9IXj4Rpw~
## $ date <chr> "2020-02-15", "2020~
## $ retail_and_recreation_percent_change_from_baseline <int> 0, 1, -1, -2, -2, -~
## $ grocery_and_pharmacy_percent_change_from_baseline <int> 4, 4, 1, 1, 0, 1, 2~
## $ parks_percent_change_from_baseline <int> 5, 4, 5, 5, 4, 6, 6~
## $ transit_stations_percent_change_from_baseline <int> 0, 1, 1, 0, -1, 1, ~
## $ workplaces_percent_change_from_baseline <int> 2, 2, 2, 2, 2, 1, -~
## $ residential_percent_change_from_baseline <int> 1, 1, 1, 1, 1, 1, 1~no_cols<- ncol(Mobility_report)
#no_colsno_rows<-nrow(Mobility_report)
#no_rowsDie Mobilitätsdaten bestehen aus 15 Spalten und 7341293 Zeilen.
#is.na(Mobility_report)Mobility_report %>%
select(date) %>%
summarise(max = max(date, na.rm = TRUE), min = min(date, na.rm = TRUE)) ## max min
## 1 2021-10-19 2020-02-15no_country <- Mobility_report %>%
count(country_region_code, sort = TRUE)
##no_countryEs werden die Mobilitätsdaten von 135 Ländern in dem Datensatz betrachtet.
top_country <- Mobility_report %>%
count(country_region, sort = TRUE) %>%
slice(1:5)
#top_countryDie Länder für die es am meisten Mobilitätsdaten gibt, also die meisten Tage aufgenommen wurden, sind USA, Brasilien, Indien, Türkei und Argentinien.
Mobility_report %>%
group_by(country_region) %>%
summarise(med=mean(retail_and_recreation_percent_change_from_baseline, na.rm = TRUE),
min=min(retail_and_recreation_percent_change_from_baseline, na.rm = TRUE),
max=max(retail_and_recreation_percent_change_from_baseline, na.rm = TRUE)) %>%
arrange(desc(med)) %>%
slice(1:5)## # A tibble: 5 x 4
## country_region med min max
## <chr> <dbl> <int> <int>
## 1 Yemen 34.8 -34 116
## 2 Libya 30.6 -70 153
## 3 Niger 25.3 -90 116
## 4 Afghanistan 19.0 -63 81
## 5 Papua New Guinea 16.9 -74 64Wird das Attribut “retail_and_recreation_percent_change_from_baseline” genauer betrachtet fällt auf, dass die Abweichung entgegen des Referenzwertes in den positiven Bereich sowie in den negativen Bereich in den Ländern Yemen, Libya, Niger, Afghanistan und Papua New Guinea sehr hoch ist. Das bedeutet, dass an bestimmten Tagen im Bereich Einzelhandel das Mobilitätsaufkommen sehr hoch entgegen des Referenzwertes oder sehr niedrig war.
Mobility_report %>%
group_by(country_region) %>%
summarise(med=mean(grocery_and_pharmacy_percent_change_from_baseline, na.rm = TRUE),
min=min(grocery_and_pharmacy_percent_change_from_baseline, na.rm = TRUE),
max=max(grocery_and_pharmacy_percent_change_from_baseline, na.rm = TRUE)) %>%
arrange(desc(med)) %>%
slice(1:5)## # A tibble: 5 x 4
## country_region med min max
## <chr> <dbl> <int> <int>
## 1 Libya 59.7 -50 228
## 2 Mongolia 56.0 -83 189
## 3 Egypt 55.3 -74 332
## 4 Burkina Faso 55.1 -33 169
## 5 Yemen 48.6 -18 128Im Vergleich zu der Kategorie Einzelhandel und Freizeit ist in der Kategorie Lebensmittel und Apotheke die Verteilung für die Länder Libya, Mongolia, Ägypten, Burkina Faso und Yemen in den positiven Bereich höher. Bedeutet, dass das Mobilitätsaufkommen im Vergleich zum Referenzwert in den positiven Bereich stark abweicht und die Bewohner in dieser Kategorie trotz Corona vermehrt unterwegs waren.
Mobility_report %>%
group_by(country_region) %>%
summarise(med=mean(workplaces_percent_change_from_baseline, na.rm = TRUE),
min=min(workplaces_percent_change_from_baseline, na.rm = TRUE),
max=max(workplaces_percent_change_from_baseline, na.rm = TRUE)) %>%
arrange(desc(med)) %>%
slice(1:5)## # A tibble: 5 x 4
## country_region med min max
## <chr> <dbl> <int> <int>
## 1 Papua New Guinea 11.9 -74 49
## 2 Yemen 3.34 -52 43
## 3 Kenya 0.0994 -73 96
## 4 Brazil -1.23 -89 99
## 5 Burkina Faso -3.25 -78 31Ein anderes extrem ist bei der Kategorie Arbeitsstätte zu beobachten. Über den gesamten Betrachtungszeitraum scheint im Mittel die Anzahl der Besuche am Arbeitsplatz relativ gering bzw im negativen Bereich zu sein. Insbesondere in Burkina Faso scheint die Anzahl der Besuche zu Arbeitsstätten über den Betrachtungszeitraum hinweg einen negativen Trend zu haben. +
Mobility_report %>%
select(date, workplaces_percent_change_from_baseline, country_region) %>%
arrange((workplaces_percent_change_from_baseline)) %>%
top_n(5)## Selecting by country_region## date workplaces_percent_change_from_baseline country_region
## 1 2020-04-13 -88 Zimbabwe
## 2 2020-04-13 -86 Zimbabwe
## 3 2020-04-13 -85 Zimbabwe
## 4 2020-04-10 -84 Zimbabwe
## 5 2020-04-10 -84 Zimbabwe
## 6 2020-12-25 -84 Zimbabwe
## 7 2020-12-25 -81 Zimbabwe
## 8 2020-12-25 -81 Zimbabwe
## 9 2020-03-31 -81 Zimbabwe
## 10 2020-04-10 -81 Zimbabwe
## 11 2020-04-13 -80 Zimbabwe
## 12 2020-04-13 -80 Zimbabwe
## 13 2020-04-13 -80 Zimbabwe
## 14 2020-07-31 -80 Zimbabwe
## 15 2020-05-01 -80 Zimbabwe
## 16 2020-07-31 -80 Zimbabwe
## 17 2020-03-30 -79 Zimbabwe
## 18 2021-01-01 -79 Zimbabwe
## 19 2020-03-30 -79 Zimbabwe
## 20 2020-07-31 -79 Zimbabwe
## 21 2020-04-13 -79 Zimbabwe
## 22 2021-01-01 -79 Zimbabwe
## 23 2020-04-10 -78 Zimbabwe
## 24 2020-04-10 -78 Zimbabwe
## 25 2020-04-10 -78 Zimbabwe
## 26 2020-03-31 -78 Zimbabwe
## 27 2020-03-31 -78 Zimbabwe
## 28 2021-01-01 -78 Zimbabwe
## 29 2020-04-10 -78 Zimbabwe
## 30 2020-03-30 -78 Zimbabwe
## 31 2020-04-13 -78 Zimbabwe
## 32 2020-05-01 -77 Zimbabwe
## 33 2020-05-01 -77 Zimbabwe
## 34 2020-05-25 -77 Zimbabwe
## 35 2020-05-25 -77 Zimbabwe
## 36 2020-04-13 -77 Zimbabwe
## 37 2020-04-13 -77 Zimbabwe
## 38 2020-12-25 -76 Zimbabwe
## 39 2020-12-25 -76 Zimbabwe
## 40 2020-12-25 -76 Zimbabwe
## 41 2020-04-01 -76 Zimbabwe
## 42 2020-04-02 -76 Zimbabwe
## 43 2020-05-25 -76 Zimbabwe
## 44 2020-08-10 -76 Zimbabwe
## 45 2020-04-01 -76 Zimbabwe
## 46 2020-04-02 -76 Zimbabwe
## 47 2020-08-10 -76 Zimbabwe
## 48 2020-08-11 -76 Zimbabwe
## 49 2020-08-11 -76 Zimbabwe
## 50 2020-04-10 -76 Zimbabwe
## 51 2021-01-01 -75 Zimbabwe
## 52 2020-08-11 -75 Zimbabwe
## 53 2020-12-25 -75 Zimbabwe
## 54 2020-04-01 -75 Zimbabwe
## 55 2020-04-02 -75 Zimbabwe
## 56 2020-03-30 -75 Zimbabwe
## 57 2020-04-13 -75 Zimbabwe
## 58 2020-03-30 -75 Zimbabwe
## 59 2020-04-10 -75 Zimbabwe
## 60 2021-01-01 -74 Zimbabwe
## 61 2020-04-03 -74 Zimbabwe
## 62 2020-04-03 -74 Zimbabwe
## 63 2020-12-25 -74 Zimbabwe
## 64 2020-04-03 -74 Zimbabwe
## 65 2020-08-10 -74 Zimbabwe
## 66 2020-12-25 -74 Zimbabwe
## 67 2021-01-01 -73 Zimbabwe
## 68 2020-03-30 -73 Zimbabwe
## 69 2020-04-02 -73 Zimbabwe
## 70 2020-04-06 -73 Zimbabwe
## 71 2020-04-07 -73 Zimbabwe
## 72 2020-04-06 -73 Zimbabwe
## 73 2020-04-07 -73 Zimbabwe
## 74 2020-04-13 -73 Zimbabwe
## 75 2020-04-13 -73 Zimbabwe
## 76 2020-04-07 -73 Zimbabwe
## 77 2020-04-14 -73 Zimbabwe
## 78 2020-04-13 -73 Zimbabwe
## 79 2020-03-30 -72 Zimbabwe
## 80 2020-03-31 -72 Zimbabwe
## 81 2020-03-31 -72 Zimbabwe
## 82 2020-05-01 -72 Zimbabwe
## 83 2020-03-30 -72 Zimbabwe
## 84 2020-03-31 -72 Zimbabwe
## 85 2020-04-02 -72 Zimbabwe
## 86 2020-04-08 -72 Zimbabwe
## 87 2021-02-22 -72 Zimbabwe
## 88 2021-04-05 -72 Zimbabwe
## 89 2020-04-08 -72 Zimbabwe
## 90 2021-02-22 -72 Zimbabwe
## 91 2021-01-01 -72 Zimbabwe
## 92 2020-03-30 -72 Zimbabwe
## 93 2020-04-06 -72 Zimbabwe
## 94 2021-02-22 -72 Zimbabwe
## 95 2020-04-10 -72 Zimbabwe
## 96 2020-04-02 -71 Zimbabwe
## 97 2020-05-01 -71 Zimbabwe
## 98 2020-04-01 -71 Zimbabwe
## 99 2020-04-01 -71 Zimbabwe
## 100 2020-05-01 -71 Zimbabwe
## 101 2020-04-09 -71 Zimbabwe
## 102 2020-04-09 -71 Zimbabwe
## 103 2021-04-05 -71 Zimbabwe
## 104 2020-03-31 -71 Zimbabwe
## 105 2020-04-08 -71 Zimbabwe
## 106 2020-04-09 -71 Zimbabwe
## 107 2020-04-15 -71 Zimbabwe
## 108 2021-04-05 -71 Zimbabwe
## 109 2020-03-31 -71 Zimbabwe
## 110 2020-04-10 -71 Zimbabwe
## 111 2020-12-25 -71 Zimbabwe
## 112 2020-04-10 -71 Zimbabwe
## 113 2020-12-25 -71 Zimbabwe
## 114 2020-04-13 -71 Zimbabwe
## 115 2020-03-31 -71 Zimbabwe
## 116 2020-04-13 -71 Zimbabwe
## 117 2020-04-01 -70 Zimbabwe
## 118 2020-04-16 -70 Zimbabwe
## 119 2020-07-31 -70 Zimbabwe
## 120 2020-04-16 -70 Zimbabwe
## 121 2020-07-31 -70 Zimbabwe
## 122 2020-04-14 -70 Zimbabwe
## 123 2020-04-15 -70 Zimbabwe
## 124 2020-04-16 -70 Zimbabwe
## 125 2021-04-19 -70 Zimbabwe
## 126 2021-08-09 -70 Zimbabwe
## 127 2021-08-10 -70 Zimbabwe
## 128 2020-04-14 -70 Zimbabwe
## 129 2020-04-15 -70 Zimbabwe
## 130 2021-08-09 -70 Zimbabwe
## 131 2021-08-10 -70 Zimbabwe
## 132 2020-04-01 -70 Zimbabwe
## 133 2020-04-02 -70 Zimbabwe
## 134 2020-05-01 -70 Zimbabwe
## 135 2020-04-01 -70 Zimbabwe
## 136 2020-05-01 -70 Zimbabwe
## 137 2020-07-31 -70 Zimbabwe
## 138 2020-12-25 -70 Zimbabwe
## 139 2020-04-13 -70 Zimbabwe
## 140 2020-04-01 -70 Zimbabwe
## 141 2020-04-02 -70 Zimbabwe
## 142 2020-05-25 -69 Zimbabwe
## 143 2020-04-03 -69 Zimbabwe
## 144 2020-04-07 -69 Zimbabwe
## 145 2020-04-03 -69 Zimbabwe
## 146 2020-04-16 -69 Zimbabwe
## 147 2021-04-19 -69 Zimbabwe
## 148 2020-05-25 -69 Zimbabwe
## 149 2021-01-01 -69 Zimbabwe
## 150 2020-02-21 -69 Zimbabwe
## 151 2020-04-16 -69 Zimbabwe
## 152 2020-04-13 -69 Zimbabwe
## 153 2020-04-10 -69 Zimbabwe
## 154 2020-04-03 -68 Zimbabwe
## 155 2020-07-31 -68 Zimbabwe
## 156 2020-04-06 -68 Zimbabwe
## 157 2020-04-08 -68 Zimbabwe
## 158 2020-04-09 -68 Zimbabwe
## 159 2020-04-15 -68 Zimbabwe
## 160 2020-05-25 -68 Zimbabwe
## 161 2020-08-11 -68 Zimbabwe
## 162 2020-04-06 -68 Zimbabwe
## 163 2020-04-07 -68 Zimbabwe
## 164 2020-04-09 -68 Zimbabwe
## 165 2020-04-17 -68 Zimbabwe
## 166 2020-04-17 -68 Zimbabwe
## 167 2020-04-13 -68 Zimbabwe
## 168 2020-12-25 -68 Zimbabwe
## 169 2020-12-25 -68 Zimbabwe
## 170 2020-07-31 -68 Zimbabwe
## 171 2020-03-30 -68 Zimbabwe
## 172 2021-01-01 -68 Zimbabwe
## 173 2020-04-06 -67 Zimbabwe
## 174 2020-04-07 -67 Zimbabwe
## 175 2020-08-10 -67 Zimbabwe
## 176 2020-08-11 -67 Zimbabwe
## 177 2020-04-08 -67 Zimbabwe
## 178 2020-04-15 -67 Zimbabwe
## 179 2020-05-25 -67 Zimbabwe
## 180 2020-08-11 -67 Zimbabwe
## 181 2020-04-11 -67 Zimbabwe
## 182 2020-04-11 -67 Zimbabwe
## 183 2020-04-10 -67 Zimbabwe
## 184 2020-04-10 -67 Zimbabwe
## 185 2020-04-07 -67 Zimbabwe
## 186 2020-04-17 -67 Zimbabwe
## 187 2020-04-20 -67 Zimbabwe
## 188 2021-04-19 -67 Zimbabwe
## 189 2021-08-10 -67 Zimbabwe
## 190 2020-04-02 -67 Zimbabwe
## 191 2020-04-03 -67 Zimbabwe
## 192 2020-04-06 -67 Zimbabwe
## 193 2020-03-30 -67 Zimbabwe
## 194 2020-03-31 -67 Zimbabwe
## 195 2021-01-01 -67 Zimbabwe
## 196 2020-04-04 -67 Zimbabwe
## 197 2020-08-10 -67 Zimbabwe
## 198 2020-04-10 -67 Zimbabwe
## 199 2020-04-03 -67 Zimbabwe
## 200 2020-04-07 -67 Zimbabwe
## 201 2020-12-25 -67 Zimbabwe
## 202 2020-04-08 -66 Zimbabwe
## 203 2020-04-09 -66 Zimbabwe
## 204 2021-02-22 -66 Zimbabwe
## 205 2020-04-14 -66 Zimbabwe
## 206 2020-04-17 -66 Zimbabwe
## 207 2020-08-10 -66 Zimbabwe
## 208 2021-02-22 -66 Zimbabwe
## 209 2020-04-17 -66 Zimbabwe
## 210 2020-04-03 -66 Zimbabwe
## 211 2020-04-06 -66 Zimbabwe
## 212 2020-04-08 -66 Zimbabwe
## 213 2021-08-09 -66 Zimbabwe
## 214 2020-05-25 -66 Zimbabwe
## 215 2020-12-25 -66 Zimbabwe
## 216 2020-05-01 -66 Zimbabwe
## 217 2020-03-30 -66 Zimbabwe
## 218 2020-04-02 -66 Zimbabwe
## 219 2021-02-22 -66 Zimbabwe
## 220 2020-04-06 -66 Zimbabwe
## 221 2020-05-01 -66 Zimbabwe
## 222 2020-04-10 -66 Zimbabwe
## 223 2020-04-15 -65 Zimbabwe
## 224 2020-04-14 -65 Zimbabwe
## 225 2020-08-10 -65 Zimbabwe
## 226 2021-02-22 -65 Zimbabwe
## 227 2020-04-20 -65 Zimbabwe
## 228 2020-04-04 -65 Zimbabwe
## 229 2020-04-20 -65 Zimbabwe
## 230 2020-04-21 -65 Zimbabwe
## 231 2021-01-01 -65 Zimbabwe
## 232 2020-03-30 -65 Zimbabwe
## 233 2020-04-09 -65 Zimbabwe
## 234 2020-04-15 -65 Zimbabwe
## 235 2020-04-14 -65 Zimbabwe
## 236 2020-04-15 -65 Zimbabwe
## 237 2021-01-01 -65 Zimbabwe
## 238 2020-05-01 -65 Zimbabwe
## 239 2020-04-02 -65 Zimbabwe
## 240 2020-03-30 -65 Zimbabwe
## 241 2020-12-25 -65 Zimbabwe
## 242 2020-04-04 -65 Zimbabwe
## 243 2020-04-17 -65 Zimbabwe
## 244 2020-05-01 -65 Zimbabwe
## 245 2020-05-25 -65 Zimbabwe
## 246 2020-12-25 -65 Zimbabwe
## 247 2021-04-19 -65 Zimbabwe
## 248 2020-04-02 -65 Zimbabwe
## 249 2020-12-25 -65 Zimbabwe
## 250 2020-04-09 -65 Zimbabwe
## 251 2020-04-14 -64 Zimbabwe
## 252 2020-04-16 -64 Zimbabwe
## 253 2021-04-05 -64 Zimbabwe
## 254 2020-02-21 -64 Zimbabwe
## 255 2020-04-04 -64 Zimbabwe
## 256 2020-04-21 -64 Zimbabwe
## 257 2020-04-22 -64 Zimbabwe
## 258 2020-04-23 -64 Zimbabwe
## 259 2021-05-25 -64 Zimbabwe
## 260 2020-02-21 -64 Zimbabwe
## 261 2020-04-22 -64 Zimbabwe
## 262 2020-04-23 -64 Zimbabwe
## 263 2021-05-25 -64 Zimbabwe
## 264 2020-03-30 -64 Zimbabwe
## 265 2020-05-25 -64 Zimbabwe
## 266 2021-02-22 -64 Zimbabwe
## 267 2020-04-14 -64 Zimbabwe
## 268 2021-02-22 -64 Zimbabwe
## 269 2020-04-08 -64 Zimbabwe
## 270 2020-04-09 -64 Zimbabwe
## 271 2020-04-01 -64 Zimbabwe
## 272 2020-05-25 -64 Zimbabwe
## 273 2020-03-31 -64 Zimbabwe
## 274 2020-05-25 -64 Zimbabwe
## 275 2021-02-22 -64 Zimbabwe
## 276 2021-04-19 -64 Zimbabwe
## 277 2020-08-10 -64 Zimbabwe
## 278 2020-03-31 -64 Zimbabwe
## 279 2020-04-01 -64 Zimbabwe
## 280 2020-04-15 -64 Zimbabwe
## 281 2020-04-17 -64 Zimbabwe
## 282 2020-04-20 -63 Zimbabwe
## 283 2021-04-05 -63 Zimbabwe
## 284 2021-04-02 -63 Zimbabwe
## 285 2020-04-02 -63 Zimbabwe
## 286 2020-05-25 -63 Zimbabwe
## 287 2020-04-16 -63 Zimbabwe
## 288 2020-04-21 -63 Zimbabwe
## 289 2020-12-22 -63 Zimbabwe
## 290 2020-05-25 -63 Zimbabwe
## 291 2020-04-13 -63 Zimbabwe
## 292 2020-04-02 -63 Zimbabwe
## 293 2020-04-15 -63 Zimbabwe
## 294 2020-03-31 -63 Zimbabwe
## 295 2020-04-03 -63 Zimbabwe
## 296 2020-04-07 -63 Zimbabwe
## 297 2020-04-09 -63 Zimbabwe
## 298 2020-04-16 -63 Zimbabwe
## 299 2021-04-05 -63 Zimbabwe
## 300 2020-03-30 -63 Zimbabwe
## 301 2021-01-01 -63 Zimbabwe
## 302 2020-04-16 -63 Zimbabwe
## 303 2020-03-30 -63 Zimbabwe
## 304 2020-04-17 -62 Zimbabwe
## 305 2020-04-11 -62 Zimbabwe
## 306 2020-04-20 -62 Zimbabwe
## 307 2021-04-05 -62 Zimbabwe
## 308 2020-04-18 -62 Zimbabwe
## 309 2020-04-24 -62 Zimbabwe
## 310 2020-04-18 -62 Zimbabwe
## 311 2020-04-24 -62 Zimbabwe
## 312 2021-04-02 -62 Zimbabwe
## 313 2020-04-10 -62 Zimbabwe
## 314 2020-03-31 -62 Zimbabwe
## 315 2020-02-21 -62 Zimbabwe
## 316 2020-08-10 -62 Zimbabwe
## 317 2020-08-11 -62 Zimbabwe
## 318 2020-04-11 -62 Zimbabwe
## 319 2021-05-25 -62 Zimbabwe
## 320 2020-04-07 -62 Zimbabwe
## 321 2020-04-16 -62 Zimbabwe
## 322 2021-02-22 -62 Zimbabwe
## 323 2021-04-05 -62 Zimbabwe
## 324 2020-04-08 -62 Zimbabwe
## 325 2020-04-15 -62 Zimbabwe
## 326 2020-08-10 -62 Zimbabwe
## 327 2021-04-05 -62 Zimbabwe
## 328 2020-03-31 -62 Zimbabwe
## 329 2020-04-10 -62 Zimbabwe
## 330 2021-01-01 -62 Zimbabwe
## 331 2020-03-31 -62 Zimbabwe
## 332 2020-04-03 -62 Zimbabwe
## 333 2020-04-06 -62 Zimbabwe
## 334 2020-04-07 -62 Zimbabwe
## 335 2020-04-14 -62 Zimbabwe
## 336 2021-04-05 -62 Zimbabwe
## 337 2020-04-08 -62 Zimbabwe
## 338 2020-04-15 -62 Zimbabwe
## 339 2020-07-31 -62 Zimbabwe
## 340 2021-02-22 -62 Zimbabwe
## 341 2021-04-19 -61 Zimbabwe
## 342 2021-08-10 -61 Zimbabwe
## 343 2020-04-11 -61 Zimbabwe
## 344 2020-04-21 -61 Zimbabwe
## 345 2020-04-23 -61 Zimbabwe
## 346 2021-08-10 -61 Zimbabwe
## 347 2020-04-23 -61 Zimbabwe
## 348 2020-04-27 -61 Zimbabwe
## 349 2020-04-28 -61 Zimbabwe
## 350 2020-04-27 -61 Zimbabwe
## 351 2020-08-11 -61 Zimbabwe
## 352 2021-02-22 -61 Zimbabwe
## 353 2021-04-05 -61 Zimbabwe
## 354 2020-04-22 -61 Zimbabwe
## 355 2020-04-23 -61 Zimbabwe
## 356 2020-04-22 -61 Zimbabwe
## 357 2020-08-11 -61 Zimbabwe
## 358 2020-04-02 -61 Zimbabwe
## 359 2020-04-01 -61 Zimbabwe
## 360 2021-01-01 -61 Zimbabwe
## 361 2021-02-22 -61 Zimbabwe
## 362 2021-01-01 -61 Zimbabwe
## 363 2020-04-09 -61 Zimbabwe
## 364 2020-04-01 -61 Zimbabwe
## 365 2020-04-08 -61 Zimbabwe
## 366 2020-04-09 -61 Zimbabwe
## 367 2020-04-16 -61 Zimbabwe
## 368 2021-01-01 -61 Zimbabwe
## 369 2020-04-01 -61 Zimbabwe
## 370 2020-04-06 -61 Zimbabwe
## 371 2020-04-14 -61 Zimbabwe
## 372 2020-04-22 -61 Zimbabwe
## 373 2021-01-15 -61 Zimbabwe
## 374 2021-01-18 -61 Zimbabwe
## 375 2021-08-09 -61 Zimbabwe
## 376 2020-04-03 -61 Zimbabwe
## 377 2020-04-08 -61 Zimbabwe
## 378 2020-04-11 -61 Zimbabwe
## 379 2020-04-14 -61 Zimbabwe
## 380 2021-01-01 -61 Zimbabwe
## 381 2021-08-09 -60 Zimbabwe
## 382 2020-04-22 -60 Zimbabwe
## 383 2021-04-19 -60 Zimbabwe
## 384 2021-08-09 -60 Zimbabwe
## 385 2020-04-21 -60 Zimbabwe
## 386 2020-04-28 -60 Zimbabwe
## 387 2020-12-22 -60 Zimbabwe
## 388 2020-04-02 -60 Zimbabwe
## 389 2021-01-01 -60 Zimbabwe
## 390 2020-04-01 -60 Zimbabwe
## 391 2020-08-10 -60 Zimbabwe
## 392 2020-04-17 -60 Zimbabwe
## 393 2020-04-20 -60 Zimbabwe
## 394 2020-04-03 -60 Zimbabwe
## 395 2020-04-06 -60 Zimbabwe
## 396 2020-04-07 -60 Zimbabwe
## 397 2020-08-10 -60 Zimbabwe
## 398 2020-08-11 -60 Zimbabwe
## 399 2021-04-19 -60 Zimbabwe
## 400 2020-04-06 -60 Zimbabwe
## 401 2020-04-01 -60 Zimbabwe
## 402 2020-04-17 -60 Zimbabwe
## 403 2020-04-22 -60 Zimbabwe
## 404 2020-08-11 -60 Zimbabwe
## 405 2021-08-09 -60 Zimbabwe
## 406 2020-04-18 -60 Zimbabwe
## 407 2020-04-23 -60 Zimbabwe
## 408 2021-02-21 -60 Zimbabwe
## 409 2021-08-09 -60 Zimbabwe
## 410 2020-04-06 -60 Zimbabwe
## 411 2020-04-20 -59 Zimbabwe
## 412 2020-04-18 -59 Zimbabwe
## 413 2020-04-24 -59 Zimbabwe
## 414 2020-04-27 -59 Zimbabwe
## 415 2020-04-22 -59 Zimbabwe
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## 10917 2021-08-31 46 Zimbabwe
## 10918 2021-09-03 46 Zimbabwe
## 10919 2021-09-09 46 Zimbabwe
## 10920 2021-07-31 46 Zimbabwe
## 10921 2021-10-11 46 Zimbabwe
## 10922 2021-09-24 46 Zimbabwe
## 10923 2021-10-11 46 Zimbabwe
## 10924 2021-05-17 46 Zimbabwe
## 10925 2021-06-11 46 Zimbabwe
## 10926 2021-09-06 46 Zimbabwe
## 10927 2021-09-07 46 Zimbabwe
## 10928 2021-04-26 46 Zimbabwe
## 10929 2021-05-19 46 Zimbabwe
## 10930 2021-05-27 46 Zimbabwe
## 10931 2021-07-09 46 Zimbabwe
## 10932 2021-09-25 46 Zimbabwe
## 10933 2021-10-06 46 Zimbabwe
## 10934 2021-10-01 47 Zimbabwe
## 10935 2021-10-02 47 Zimbabwe
## 10936 2021-10-08 47 Zimbabwe
## 10937 2021-09-18 47 Zimbabwe
## 10938 2021-09-24 47 Zimbabwe
## 10939 2021-10-02 47 Zimbabwe
## 10940 2021-10-12 47 Zimbabwe
## 10941 2021-05-07 47 Zimbabwe
## 10942 2021-09-08 47 Zimbabwe
## 10943 2021-09-14 47 Zimbabwe
## 10944 2021-09-16 47 Zimbabwe
## 10945 2021-06-01 47 Zimbabwe
## 10946 2021-06-04 47 Zimbabwe
## 10947 2021-06-05 47 Zimbabwe
## 10948 2021-06-18 47 Zimbabwe
## 10949 2021-07-31 47 Zimbabwe
## 10950 2021-09-13 47 Zimbabwe
## 10951 2021-09-15 47 Zimbabwe
## 10952 2021-09-20 47 Zimbabwe
## 10953 2021-09-29 47 Zimbabwe
## 10954 2021-10-04 47 Zimbabwe
## 10955 2021-10-05 47 Zimbabwe
## 10956 2021-10-18 47 Zimbabwe
## 10957 2021-10-19 47 Zimbabwe
## 10958 2021-09-29 47 Zimbabwe
## 10959 2021-10-18 47 Zimbabwe
## 10960 2021-06-25 47 Zimbabwe
## 10961 2021-08-20 47 Zimbabwe
## 10962 2021-09-13 47 Zimbabwe
## 10963 2020-11-16 47 Zimbabwe
## 10964 2021-04-27 47 Zimbabwe
## 10965 2021-05-14 47 Zimbabwe
## 10966 2021-08-16 47 Zimbabwe
## 10967 2021-10-15 48 Zimbabwe
## 10968 2021-10-01 48 Zimbabwe
## 10969 2021-07-31 48 Zimbabwe
## 10970 2021-09-10 48 Zimbabwe
## 10971 2021-05-31 48 Zimbabwe
## 10972 2021-06-05 48 Zimbabwe
## 10973 2021-09-20 48 Zimbabwe
## 10974 2021-09-23 48 Zimbabwe
## 10975 2021-05-26 48 Zimbabwe
## 10976 2021-05-27 48 Zimbabwe
## 10977 2021-09-16 48 Zimbabwe
## 10978 2021-08-14 48 Zimbabwe
## 10979 2021-08-21 48 Zimbabwe
## 10980 2021-09-30 48 Zimbabwe
## 10981 2021-10-12 48 Zimbabwe
## 10982 2021-10-13 48 Zimbabwe
## 10983 2021-08-26 48 Zimbabwe
## 10984 2021-09-02 48 Zimbabwe
## 10985 2021-09-21 48 Zimbabwe
## 10986 2021-10-04 48 Zimbabwe
## 10987 2021-05-24 48 Zimbabwe
## 10988 2021-06-03 48 Zimbabwe
## 10989 2021-06-04 48 Zimbabwe
## 10990 2021-08-27 48 Zimbabwe
## 10991 2021-08-24 48 Zimbabwe
## 10992 2021-10-08 49 Zimbabwe
## 10993 2021-06-26 49 Zimbabwe
## 10994 2021-09-13 49 Zimbabwe
## 10995 2021-09-15 49 Zimbabwe
## 10996 2021-09-21 49 Zimbabwe
## 10997 2021-05-08 49 Zimbabwe
## 10998 2021-09-13 49 Zimbabwe
## 10999 2021-05-07 49 Zimbabwe
## 11000 2021-08-21 49 Zimbabwe
## 11001 2021-09-14 49 Zimbabwe
## 11002 2021-09-17 49 Zimbabwe
## 11003 2021-09-24 49 Zimbabwe
## 11004 2021-09-27 49 Zimbabwe
## 11005 2021-10-14 49 Zimbabwe
## 11006 2021-09-10 49 Zimbabwe
## 11007 2021-09-14 49 Zimbabwe
## 11008 2021-09-22 49 Zimbabwe
## 11009 2021-05-10 49 Zimbabwe
## 11010 2021-09-03 49 Zimbabwe
## 11011 2021-09-08 49 Zimbabwe
## 11012 2021-10-19 49 Zimbabwe
## 11013 2021-10-16 50 Zimbabwe
## 11014 2021-08-07 50 Zimbabwe
## 11015 2021-08-14 50 Zimbabwe
## 11016 2021-09-17 50 Zimbabwe
## 11017 2021-06-26 50 Zimbabwe
## 11018 2021-07-24 50 Zimbabwe
## 11019 2021-09-10 50 Zimbabwe
## 11020 2021-08-26 50 Zimbabwe
## 11021 2021-08-27 50 Zimbabwe
## 11022 2021-09-21 50 Zimbabwe
## 11023 2021-09-28 50 Zimbabwe
## 11024 2021-09-16 50 Zimbabwe
## 11025 2021-10-06 50 Zimbabwe
## 11026 2021-07-02 50 Zimbabwe
## 11027 2021-09-03 50 Zimbabwe
## 11028 2021-06-18 50 Zimbabwe
## 11029 2021-08-20 50 Zimbabwe
## 11030 2021-05-21 51 Zimbabwe
## 11031 2021-09-20 51 Zimbabwe
## 11032 2021-09-22 51 Zimbabwe
## 11033 2021-04-24 51 Zimbabwe
## 11034 2021-05-28 51 Zimbabwe
## 11035 2021-10-05 51 Zimbabwe
## 11036 2021-09-23 51 Zimbabwe
## 11037 2021-09-11 51 Zimbabwe
## 11038 2021-10-09 51 Zimbabwe
## 11039 2021-06-01 51 Zimbabwe
## 11040 2021-05-18 51 Zimbabwe
## 11041 2021-06-11 51 Zimbabwe
## 11042 2021-06-21 51 Zimbabwe
## 11043 2021-09-10 51 Zimbabwe
## 11044 2021-05-28 52 Zimbabwe
## 11045 2021-07-03 52 Zimbabwe
## 11046 2021-08-07 52 Zimbabwe
## 11047 2021-09-08 52 Zimbabwe
## 11048 2021-09-28 52 Zimbabwe
## 11049 2021-09-22 52 Zimbabwe
## 11050 2021-10-08 52 Zimbabwe
## 11051 2021-09-27 52 Zimbabwe
## 11052 2021-09-21 52 Zimbabwe
## 11053 2021-06-03 52 Zimbabwe
## 11054 2021-06-07 52 Zimbabwe
## 11055 2021-07-02 52 Zimbabwe
## 11056 2021-08-23 52 Zimbabwe
## 11057 2021-08-30 52 Zimbabwe
## 11058 2021-10-12 52 Zimbabwe
## 11059 2021-08-21 53 Zimbabwe
## 11060 2021-05-22 53 Zimbabwe
## 11061 2021-09-17 53 Zimbabwe
## 11062 2021-06-11 53 Zimbabwe
## 11063 2021-06-26 53 Zimbabwe
## 11064 2021-09-10 53 Zimbabwe
## 11065 2021-10-13 53 Zimbabwe
## 11066 2021-05-11 53 Zimbabwe
## 11067 2021-06-29 53 Zimbabwe
## 11068 2021-09-17 53 Zimbabwe
## 11069 2021-09-30 54 Zimbabwe
## 11070 2021-09-30 54 Zimbabwe
## 11071 2021-10-19 54 Zimbabwe
## 11072 2021-05-21 54 Zimbabwe
## 11073 2021-08-14 54 Zimbabwe
## 11074 2021-05-21 54 Zimbabwe
## 11075 2021-09-23 54 Zimbabwe
## 11076 2021-09-29 54 Zimbabwe
## 11077 2021-06-25 54 Zimbabwe
## 11078 2021-08-27 54 Zimbabwe
## 11079 2021-08-31 54 Zimbabwe
## 11080 2021-09-23 54 Zimbabwe
## 11081 2021-09-28 55 Zimbabwe
## 11082 2021-09-29 55 Zimbabwe
## 11083 2021-10-12 55 Zimbabwe
## 11084 2021-07-10 55 Zimbabwe
## 11085 2021-09-24 55 Zimbabwe
## 11086 2021-09-27 55 Zimbabwe
## 11087 2021-08-07 55 Zimbabwe
## 11088 2021-09-27 55 Zimbabwe
## 11089 2021-09-04 55 Zimbabwe
## 11090 2021-09-18 55 Zimbabwe
## 11091 2021-06-04 55 Zimbabwe
## 11092 2021-06-22 55 Zimbabwe
## 11093 2021-06-28 55 Zimbabwe
## 11094 2021-09-06 55 Zimbabwe
## 11095 2021-10-05 56 Zimbabwe
## 11096 2021-10-07 56 Zimbabwe
## 11097 2021-10-11 56 Zimbabwe
## 11098 2021-10-13 56 Zimbabwe
## 11099 2021-10-14 56 Zimbabwe
## 11100 2021-10-12 56 Zimbabwe
## 11101 2021-10-11 56 Zimbabwe
## 11102 2021-10-13 56 Zimbabwe
## 11103 2021-08-28 56 Zimbabwe
## 11104 2021-10-01 56 Zimbabwe
## 11105 2021-10-05 56 Zimbabwe
## 11106 2021-06-02 56 Zimbabwe
## 11107 2021-05-22 57 Zimbabwe
## 11108 2021-09-24 57 Zimbabwe
## 11109 2021-06-12 57 Zimbabwe
## 11110 2021-09-22 57 Zimbabwe
## 11111 2021-10-07 57 Zimbabwe
## 11112 2021-10-18 57 Zimbabwe
## 11113 2021-05-28 57 Zimbabwe
## 11114 2021-09-18 57 Zimbabwe
## 11115 2021-10-15 57 Zimbabwe
## 11116 2021-09-28 57 Zimbabwe
## 11117 2021-10-15 57 Zimbabwe
## 11118 2021-09-17 57 Zimbabwe
## 11119 2021-05-21 57 Zimbabwe
## 11120 2021-05-26 57 Zimbabwe
## 11121 2021-10-15 57 Zimbabwe
## 11122 2021-09-27 58 Zimbabwe
## 11123 2021-10-08 58 Zimbabwe
## 11124 2021-06-25 58 Zimbabwe
## 11125 2021-09-24 58 Zimbabwe
## 11126 2021-09-29 58 Zimbabwe
## 11127 2021-10-12 58 Zimbabwe
## 11128 2021-10-02 58 Zimbabwe
## 11129 2021-10-12 58 Zimbabwe
## 11130 2021-05-31 58 Zimbabwe
## 11131 2021-09-30 58 Zimbabwe
## 11132 2021-06-08 58 Zimbabwe
## 11133 2021-06-15 58 Zimbabwe
## 11134 2021-09-13 58 Zimbabwe
## 11135 2021-10-06 59 Zimbabwe
## 11136 2021-10-19 59 Zimbabwe
## 11137 2021-05-29 59 Zimbabwe
## 11138 2021-09-15 59 Zimbabwe
## 11139 2021-10-04 59 Zimbabwe
## 11140 2021-10-11 59 Zimbabwe
## 11141 2021-10-14 59 Zimbabwe
## 11142 2021-09-04 59 Zimbabwe
## 11143 2021-10-04 59 Zimbabwe
## 11144 2021-09-23 59 Zimbabwe
## 11145 2021-10-19 59 Zimbabwe
## 11146 2021-10-14 59 Zimbabwe
## 11147 2021-06-14 59 Zimbabwe
## 11148 2021-10-18 60 Zimbabwe
## 11149 2021-09-11 60 Zimbabwe
## 11150 2021-09-28 60 Zimbabwe
## 11151 2021-10-06 60 Zimbabwe
## 11152 2021-10-07 60 Zimbabwe
## 11153 2021-09-25 60 Zimbabwe
## 11154 2021-10-16 60 Zimbabwe
## 11155 2021-10-01 60 Zimbabwe
## 11156 2021-10-06 60 Zimbabwe
## 11157 2021-10-13 60 Zimbabwe
## 11158 2021-09-07 60 Zimbabwe
## 11159 2021-08-28 61 Zimbabwe
## 11160 2021-10-04 61 Zimbabwe
## 11161 2021-09-29 61 Zimbabwe
## 11162 2021-10-01 61 Zimbabwe
## 11163 2021-10-06 61 Zimbabwe
## 11164 2021-10-09 61 Zimbabwe
## 11165 2021-10-14 61 Zimbabwe
## 11166 2021-10-18 61 Zimbabwe
## 11167 2021-05-24 61 Zimbabwe
## 11168 2021-09-30 61 Zimbabwe
## 11169 2021-10-14 61 Zimbabwe
## 11170 2021-10-01 62 Zimbabwe
## 11171 2021-10-15 62 Zimbabwe
## 11172 2021-10-13 62 Zimbabwe
## 11173 2021-10-15 62 Zimbabwe
## 11174 2021-10-05 62 Zimbabwe
## 11175 2021-10-08 62 Zimbabwe
## 11176 2021-09-20 62 Zimbabwe
## 11177 2021-09-28 62 Zimbabwe
## 11178 2021-10-11 62 Zimbabwe
## 11179 2021-09-14 62 Zimbabwe
## 11180 2021-09-21 62 Zimbabwe
## 11181 2021-09-22 62 Zimbabwe
## 11182 2021-09-11 63 Zimbabwe
## 11183 2021-09-18 63 Zimbabwe
## 11184 2021-10-08 63 Zimbabwe
## 11185 2021-07-31 63 Zimbabwe
## 11186 2021-05-22 63 Zimbabwe
## 11187 2021-08-28 63 Zimbabwe
## 11188 2021-09-30 63 Zimbabwe
## 11189 2021-10-05 63 Zimbabwe
## 11190 2021-09-29 63 Zimbabwe
## 11191 2021-10-15 64 Zimbabwe
## 11192 2021-10-19 64 Zimbabwe
## 11193 2021-10-12 64 Zimbabwe
## 11194 2021-09-24 64 Zimbabwe
## 11195 2021-09-04 65 Zimbabwe
## 11196 2021-08-14 65 Zimbabwe
## 11197 2021-10-08 65 Zimbabwe
## 11198 2021-10-16 65 Zimbabwe
## 11199 2021-05-17 65 Zimbabwe
## 11200 2021-08-21 66 Zimbabwe
## 11201 2021-10-01 66 Zimbabwe
## 11202 2021-09-20 66 Zimbabwe
## 11203 2021-10-16 67 Zimbabwe
## 11204 2021-10-07 67 Zimbabwe
## 11205 2021-10-18 67 Zimbabwe
## 11206 2021-06-01 67 Zimbabwe
## 11207 2021-10-09 68 Zimbabwe
## 11208 2021-09-27 68 Zimbabwe
## 11209 2021-05-28 68 Zimbabwe
## 11210 2021-09-27 69 Zimbabwe
## 11211 2021-10-13 69 Zimbabwe
## 11212 2021-05-28 70 Zimbabwe
## 11213 2021-09-24 70 Zimbabwe
## 11214 2021-09-25 71 Zimbabwe
## 11215 2021-09-25 71 Zimbabwe
## 11216 2021-10-19 71 Zimbabwe
## 11217 2021-10-04 72 Zimbabwe
## 11218 2021-05-31 72 Zimbabwe
## 11219 2021-10-02 73 Zimbabwe
## 11220 2021-10-01 73 Zimbabwe
## 11221 2021-10-01 73 Zimbabwe
## 11222 2021-10-07 73 Zimbabwe
## 11223 2021-10-11 73 Zimbabwe
## 11224 2021-09-25 74 Zimbabwe
## 11225 2021-10-02 74 Zimbabwe
## 11226 2021-10-06 75 Zimbabwe
## 11227 2021-10-02 76 Zimbabwe
## 11228 2021-10-18 76 Zimbabwe
## 11229 2021-09-04 77 Zimbabwe
## 11230 2021-09-28 77 Zimbabwe
## 11231 2021-09-11 78 Zimbabwe
## 11232 2021-10-04 78 Zimbabwe
## 11233 2021-10-05 78 Zimbabwe
## 11234 2021-08-28 79 Zimbabwe
## 11235 2021-10-15 79 Zimbabwe
## 11236 2021-10-15 80 Zimbabwe
## 11237 2021-10-16 81 Zimbabwe
## 11238 2021-10-12 81 Zimbabwe
## 11239 2021-09-18 82 Zimbabwe
## 11240 2021-10-09 82 Zimbabwe
## 11241 2021-10-08 84 Zimbabwe
## 11242 2021-10-19 86 Zimbabwe
## 11243 2021-10-08 90 Zimbabwe
## 11244 2020-08-17 NA Zimbabwe
## 11245 2020-08-18 NA Zimbabwe
## 11246 2020-08-19 NA Zimbabwe
## 11247 2020-08-20 NA Zimbabwe
## 11248 2020-08-24 NA Zimbabwe
## 11249 2020-08-25 NA Zimbabwe
## 11250 2020-08-26 NA Zimbabwe
## 11251 2020-08-27 NA Zimbabwe
## 11252 2020-08-28 NA Zimbabwe
## 11253 2020-08-31 NA Zimbabwe
## 11254 2020-09-01 NA Zimbabwe
## 11255 2020-09-02 NA Zimbabwe
## 11256 2020-09-03 NA Zimbabwe
## 11257 2020-09-04 NA Zimbabwe
## 11258 2020-09-07 NA Zimbabwe
## 11259 2020-09-08 NA Zimbabwe
## 11260 2020-09-09 NA Zimbabwe
## 11261 2020-09-10 NA Zimbabwe
## 11262 2020-08-22 NA Zimbabwe
## 11263 2020-08-29 NA Zimbabwe
## 11264 2020-09-05 NA Zimbabwe
## 11265 2020-08-23 NA Zimbabwe
## 11266 2020-08-30 NA Zimbabwe
## 11267 2020-09-06 NA Zimbabwe
## 11268 2020-03-14 NA Zimbabwe
## 11269 2020-03-21 NA Zimbabwe
## 11270 2020-03-22 NA Zimbabwe
## 11271 2020-03-28 NA Zimbabwe
## 11272 2020-03-29 NA Zimbabwe
## 11273 2020-04-26 NA Zimbabwe
## 11274 2020-05-03 NA Zimbabwe
## 11275 2020-05-09 NA Zimbabwe
## 11276 2020-05-16 NA Zimbabwe
## 11277 2020-05-23 NA Zimbabwe
## 11278 2020-05-24 NA Zimbabwe
## 11279 2020-05-30 NA Zimbabwe
## 11280 2020-05-31 NA Zimbabwe
## 11281 2020-06-06 NA Zimbabwe
## 11282 2020-06-07 NA Zimbabwe
## 11283 2020-02-15 NA Zimbabwe
## 11284 2020-02-16 NA Zimbabwe
## 11285 2020-02-19 NA Zimbabwe
## 11286 2020-02-20 NA Zimbabwe
## 11287 2020-02-21 NA Zimbabwe
## 11288 2020-02-22 NA Zimbabwe
## 11289 2020-02-23 NA Zimbabwe
## 11290 2020-02-24 NA Zimbabwe
## 11291 2020-02-25 NA Zimbabwe
## 11292 2020-02-26 NA Zimbabwe
## 11293 2020-02-27 NA Zimbabwe
## 11294 2020-02-28 NA Zimbabwe
## 11295 2020-02-29 NA Zimbabwe
## 11296 2020-03-01 NA Zimbabwe
## 11297 2020-03-02 NA Zimbabwe
## 11298 2020-03-04 NA Zimbabwe
## 11299 2020-03-05 NA Zimbabwe
## 11300 2020-03-06 NA Zimbabwe
## 11301 2020-03-07 NA Zimbabwe
## 11302 2020-03-08 NA Zimbabwe
## 11303 2020-03-11 NA Zimbabwe
## 11304 2020-03-12 NA Zimbabwe
## 11305 2020-03-13 NA Zimbabwe
## 11306 2020-03-14 NA Zimbabwe
## 11307 2020-03-15 NA Zimbabwe
## 11308 2020-03-16 NA Zimbabwe
## 11309 2020-03-17 NA Zimbabwe
## 11310 2020-03-18 NA Zimbabwe
## 11311 2020-03-19 NA Zimbabwe
## 11312 2020-03-20 NA Zimbabwe
## 11313 2020-03-21 NA Zimbabwe
## 11314 2020-03-22 NA Zimbabwe
## 11315 2020-03-25 NA Zimbabwe
## 11316 2020-03-26 NA Zimbabwe
## 11317 2020-03-27 NA Zimbabwe
## 11318 2020-03-29 NA Zimbabwe
## 11319 2020-04-01 NA Zimbabwe
## 11320 2020-04-02 NA Zimbabwe
## 11321 2020-04-03 NA Zimbabwe
## 11322 2020-04-04 NA Zimbabwe
## 11323 2020-04-05 NA Zimbabwe
## 11324 2020-04-06 NA Zimbabwe
## 11325 2020-04-07 NA Zimbabwe
## 11326 2020-04-08 NA Zimbabwe
## 11327 2020-04-09 NA Zimbabwe
## 11328 2020-04-10 NA Zimbabwe
## 11329 2020-04-11 NA Zimbabwe
## 11330 2020-04-12 NA Zimbabwe
## 11331 2020-04-13 NA Zimbabwe
## 11332 2020-04-14 NA Zimbabwe
## 11333 2020-04-15 NA Zimbabwe
## 11334 2020-04-16 NA Zimbabwe
## 11335 2020-04-17 NA Zimbabwe
## 11336 2020-04-18 NA Zimbabwe
## 11337 2020-04-19 NA Zimbabwe
## 11338 2020-04-20 NA Zimbabwe
## 11339 2020-04-21 NA Zimbabwe
## 11340 2020-04-22 NA Zimbabwe
## 11341 2020-04-23 NA Zimbabwe
## 11342 2020-04-24 NA Zimbabwe
## 11343 2020-04-25 NA Zimbabwe
## 11344 2020-04-26 NA Zimbabwe
## 11345 2020-04-27 NA Zimbabwe
## 11346 2020-04-28 NA Zimbabwe
## 11347 2020-04-29 NA Zimbabwe
## 11348 2020-04-30 NA Zimbabwe
## 11349 2020-05-01 NA Zimbabwe
## 11350 2020-05-02 NA Zimbabwe
## 11351 2020-05-03 NA Zimbabwe
## 11352 2020-05-04 NA Zimbabwe
## 11353 2020-05-05 NA Zimbabwe
## 11354 2020-05-06 NA Zimbabwe
## 11355 2020-05-07 NA Zimbabwe
## 11356 2020-05-08 NA Zimbabwe
## 11357 2020-05-09 NA Zimbabwe
## 11358 2020-05-10 NA Zimbabwe
## 11359 2020-05-13 NA Zimbabwe
## 11360 2020-05-14 NA Zimbabwe
## 11361 2020-05-15 NA Zimbabwe
## 11362 2020-05-16 NA Zimbabwe
## 11363 2020-05-17 NA Zimbabwe
## 11364 2020-05-18 NA Zimbabwe
## 11365 2020-05-20 NA Zimbabwe
## 11366 2020-05-21 NA Zimbabwe
## 11367 2020-05-22 NA Zimbabwe
## 11368 2020-05-24 NA Zimbabwe
## 11369 2020-05-27 NA Zimbabwe
## 11370 2020-05-28 NA Zimbabwe
## 11371 2020-05-29 NA Zimbabwe
## 11372 2020-05-31 NA Zimbabwe
## 11373 2020-06-02 NA Zimbabwe
## 11374 2020-06-03 NA Zimbabwe
## 11375 2020-06-04 NA Zimbabwe
## 11376 2020-06-05 NA Zimbabwe
## 11377 2020-06-07 NA Zimbabwe
## 11378 2020-06-10 NA Zimbabwe
## 11379 2020-06-11 NA Zimbabwe
## 11380 2020-06-12 NA Zimbabwe
## 11381 2020-06-13 NA Zimbabwe
## 11382 2020-06-14 NA Zimbabwe
## 11383 2020-06-17 NA Zimbabwe
## 11384 2020-06-18 NA Zimbabwe
## 11385 2020-06-19 NA Zimbabwe
## 11386 2020-06-21 NA Zimbabwe
## 11387 2020-06-24 NA Zimbabwe
## 11388 2020-06-25 NA Zimbabwe
## 11389 2020-06-26 NA Zimbabwe
## 11390 2020-06-28 NA Zimbabwe
## 11391 2020-07-01 NA Zimbabwe
## 11392 2020-07-02 NA Zimbabwe
## 11393 2020-07-03 NA Zimbabwe
## 11394 2020-07-05 NA Zimbabwe
## 11395 2020-07-08 NA Zimbabwe
## 11396 2020-07-09 NA Zimbabwe
## 11397 2020-07-10 NA Zimbabwe
## 11398 2020-07-12 NA Zimbabwe
## 11399 2020-07-15 NA Zimbabwe
## 11400 2020-07-16 NA Zimbabwe
## 11401 2020-07-17 NA Zimbabwe
## 11402 2020-07-22 NA Zimbabwe
## 11403 2020-07-23 NA Zimbabwe
## 11404 2020-07-24 NA Zimbabwe
## 11405 2020-07-26 NA Zimbabwe
## 11406 2020-07-29 NA Zimbabwe
## 11407 2020-07-31 NA Zimbabwe
## 11408 2020-08-02 NA Zimbabwe
## 11409 2020-08-05 NA Zimbabwe
## 11410 2020-08-06 NA Zimbabwe
## 11411 2020-08-07 NA Zimbabwe
## 11412 2020-08-09 NA Zimbabwe
## 11413 2020-08-12 NA Zimbabwe
## 11414 2020-08-13 NA Zimbabwe
## 11415 2020-08-14 NA Zimbabwe
## 11416 2020-04-25 NA Zimbabwe
## 11417 2020-05-02 NA Zimbabweggplot(Mobility_report %>% filter(country_region == "Yemen" | country_region == "Libya"| country_region == "Niger"),
aes(x = retail_and_recreation_percent_change_from_baseline)) + geom_histogram(binwidth = 25) + facet_wrap(~ country_region)## Warning: Removed 5748 rows containing non-finite values (stat_bin).
6.2 Impfdaten
glimpse(Vaccine_report)## Rows: 28,798
## Columns: 5
## $ Impfdatum <chr> "2020-12-27", "2020-12-27", "2020-12-27", "2020-1~
## $ BundeslandId_Impfort <int> 1, 2, 3, 4, 4, 5, 5, 6, 6, 7, 8, 8, 9, 10, 11, 12~
## $ Impfstoff <chr> "Comirnaty", "Comirnaty", "Comirnaty", "Comirnaty~
## $ Impfserie <int> 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1~
## $ Anzahl <int> 808, 443, 373, 511, 3, 8723, 9, 2712, 2, 1252, 26~names(Vaccine_report)## [1] "Impfdatum" "BundeslandId_Impfort" "Impfstoff"
## [4] "Impfserie" "Anzahl"no_rows_vaccine<-nrow(Vaccine_report)
#no_rowsno_cols_vaccine<- ncol(Vaccine_report)
#no_colsDie Impfdaten bestehen aus 5 Spalten und 28798 Zeilen. Der Datensatz enthält Informationen über das Impfdatum, das Bundesland in welchem die Impfung verabreicht wurde, den geimpften Impfstoff und die Serie aus welcher der Impfstoff vorliegt und die Anzahl der verabreichten Impfdosen.
Vaccine_report %>%
select(Impfdatum) %>%
summarise(max = max(Impfdatum, na.rm = TRUE), min = min(Impfdatum, na.rm = TRUE)) ## max min
## 1 2021-10-15 2020-12-27Vaccine_report %>%
count(BundeslandId_Impfort) ## BundeslandId_Impfort n
## 1 1 1772
## 2 2 1635
## 3 3 1816
## 4 4 1583
## 5 5 2174
## 6 6 1837
## 7 7 1767
## 8 8 1901
## 9 9 1886
## 10 10 1516
## 11 11 1789
## 12 12 1589
## 13 13 1599
## 14 14 1810
## 15 15 1666
## 16 16 1548
## 17 17 910Vaccine_report %>%
count(Impfstoff)## Impfstoff n
## 1 AstraZeneca 7051
## 2 Comirnaty 10455
## 3 Janssen 2810
## 4 Moderna 8482Vaccine_report %>%
select(Impfdatum, Anzahl) %>%
arrange((Anzahl)) %>%
top_n(5)## Selecting by Anzahl## Impfdatum Anzahl
## 1 2021-04-29 167032
## 2 2021-06-16 168732
## 3 2021-05-12 175589
## 4 2021-06-09 192060
## 5 2021-04-28 216798Vaccine_report %>%
select(Anzahl, Impfdatum, BundeslandId_Impfort) %>%
arrange(desc(Anzahl)) %>%
slice(1:10)## Anzahl Impfdatum BundeslandId_Impfort
## 1 216798 2021-04-28 5
## 2 192060 2021-06-09 5
## 3 175589 2021-05-12 5
## 4 168732 2021-06-16 5
## 5 167032 2021-04-29 5
## 6 162702 2021-05-05 5
## 7 149077 2021-06-23 5
## 8 143312 2021-06-10 5
## 9 142324 2021-04-28 9
## 10 142055 2021-04-30 5Vaccine_report %>%
select(Anzahl, Impfdatum, BundeslandId_Impfort) %>%
arrange((Anzahl)) %>%
slice(1:10)## Anzahl Impfdatum BundeslandId_Impfort
## 1 1 2020-12-29 5
## 2 1 2020-12-29 11
## 3 1 2020-12-30 9
## 4 1 2020-12-30 11
## 5 1 2021-01-01 4
## 6 1 2021-01-01 5
## 7 1 2021-01-01 7
## 8 1 2021-01-01 7
## 9 1 2021-01-01 13
## 10 1 2021-01-01 157 Datenbereinigung und Vorbereitung
Die Datenqualität ist der wichtigste Aspekt zur optimalen und fehlerfreien Auswertung der Daten. Aufgrund dessen wird eine Datenvorverarbeitung in Form einer Reduzierung der Datenmenge durch das Eliminieren irrelevanter, fehlerhafter, doppelter, inkonsistenter, ungenauer als auch falsch formatierter Daten durchgeführt. In den folgenden Kapiteln wird sowohl die Bereinigung der beiden Datensätze als auch die Erstellung neuer, für die Datenauswertung relevanter Tabellen, schrittweise erläutert.
7.1 Mobility_report
mobility_germany <- Mobility_report %>%
filter(country_region_code %in% c("DE"))excluded_vars <- c("sub_region_2", "metro_area", "census_fips_code", "place_id")
mobility_germany <- select(mobility_germany, -excluded_vars)## Note: Using an external vector in selections is ambiguous.
## i Use `all_of(excluded_vars)` instead of `excluded_vars` to silence this message.
## i See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.is.na(mobility_germany)## country_region_code country_region sub_region_1 iso_3166_2_code date
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## [1997,] FALSE FALSE FALSE FALSE FALSE
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## [2014,] FALSE FALSE FALSE FALSE FALSE
## [2015,] FALSE FALSE FALSE FALSE FALSE
## [2016,] FALSE FALSE FALSE FALSE FALSE
## [2017,] FALSE FALSE FALSE FALSE FALSE
## [2018,] FALSE FALSE FALSE FALSE FALSE
## [2019,] FALSE FALSE FALSE FALSE FALSE
## [2020,] FALSE FALSE FALSE FALSE FALSE
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## [2627,] FALSE FALSE FALSE FALSE FALSE
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## [3255,] FALSE FALSE FALSE FALSE FALSE
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## [9089,] FALSE FALSE FALSE FALSE FALSE
## [9090,] FALSE FALSE FALSE FALSE FALSE
## retail_and_recreation_percent_change_from_baseline
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## [9090,] FALSE
## grocery_and_pharmacy_percent_change_from_baseline
## [1,] FALSE
## [2,] FALSE
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## parks_percent_change_from_baseline
## [1,] FALSE
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## [9088,] FALSE
## [9089,] FALSE
## [9090,] FALSE
## transit_stations_percent_change_from_baseline
## [1,] FALSE
## [2,] FALSE
## [3,] FALSE
## [4,] FALSE
## [5,] FALSE
## [6,] FALSE
## [7,] FALSE
## [8,] FALSE
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## [32,] FALSE
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## [9086,] FALSE
## [9087,] FALSE
## [9088,] FALSE
## [9089,] FALSE
## [9090,] FALSE
## workplaces_percent_change_from_baseline
## [1,] FALSE
## [2,] FALSE
## [3,] FALSE
## [4,] FALSE
## [5,] FALSE
## [6,] FALSE
## [7,] FALSE
## [8,] FALSE
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## [140,] FALSE
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## [144,] FALSE
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## residential_percent_change_from_baseline
## [1,] FALSE
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## [ erreichte getOption("max.print") -- 1331 Zeilen ausgelassen ]mobility_germany %>%
group_by(sub_region_1) %>%
count(sub_region_1)## # A tibble: 17 x 2
## # Groups: sub_region_1 [17]
## sub_region_1 n
## <chr> <int>
## 1 "" 613
## 2 "Baden-Württemberg" 613
## 3 "Bavaria" 613
## 4 "Berlin" 613
## 5 "Brandenburg" 613
## 6 "Bremen" 613
## 7 "Hamburg" 613
## 8 "Hessen" 613
## 9 "Lower Saxony" 613
## 10 "Mecklenburg-Vorpommern" 613
## 11 "North Rhine-Westphalia" 613
## 12 "Rhineland-Palatinate" 613
## 13 "Saarland" 613
## 14 "Saxony" 613
## 15 "Saxony-Anhalt" 613
## 16 "Schleswig-Holstein" 613
## 17 "Thuringia" 613mobility_germany$sub_region_1 <- gsub('ü', 'ü', mobility_germany$sub_region_1)
#mobility_germanymobility_germany <- mobility_germany %>%
filter(sub_region_1 != "")mobility_germany <- mobility_germany %>%
rename(sub_region = "sub_region_1",
iso_code = "iso_3166_2_code",
retail_and_recreation = "retail_and_recreation_percent_change_from_baseline",
grocery_and_pharmacy = "grocery_and_pharmacy_percent_change_from_baseline",
parks = "parks_percent_change_from_baseline",
transit_stations = "transit_stations_percent_change_from_baseline",
workplaces = "workplaces_percent_change_from_baseline",
residential = "residential_percent_change_from_baseline")7.2 Vaccine_report
Vaccine_report <- Vaccine_report %>%
rename(date = "Impfdatum")names(Vaccine_report)## [1] "date" "BundeslandId_Impfort" "Impfstoff"
## [4] "Impfserie" "Anzahl"Vaccine_report <- Vaccine_report %>%
rename(ID = "BundeslandId_Impfort")ID$Bundesland <- gsub('ü', 'ü', ID$Bundesland)names(ID)## [1] "ï..ID" "Bundesland"ID <- ID %>%
rename(ID = "ï..ID")Vaccine_report <- left_join(Vaccine_report, ID, by = c("ID"))glimpse(Vaccine_report)## Rows: 28,798
## Columns: 6
## $ date <chr> "2020-12-27", "2020-12-27", "2020-12-27", "2020-12-27", "20~
## $ ID <int> 1, 2, 3, 4, 4, 5, 5, 6, 6, 7, 8, 8, 9, 10, 11, 12, 13, 14, ~
## $ Impfstoff <chr> "Comirnaty", "Comirnaty", "Comirnaty", "Comirnaty", "Modern~
## $ Impfserie <int> 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,~
## $ Anzahl <int> 808, 443, 373, 511, 3, 8723, 9, 2712, 2, 1252, 2610, 3, 360~
## $ Bundesland <chr> "Schleswig-Holstein", "Freie und Hansestadt Hamburg", "Nied~7.3 Zusammenführung der Datensätze
Mobility_vaccine <- merge(Vaccine_report, mobility_germany, by.x=c("date", "Bundesland"), by.y=c("date", "sub_region"))
write.csv(Mobility_vaccine, "../Website/Daten_Output/Mobility_vaccine.csv")